Real-World Variability in the Prediction of Intracranial Aneurysm Wall Shear Stress: The 2015 International Aneurysm CFD Challenge

被引:82
|
作者
Valen-Sendstad, Kristian [1 ,2 ]
Bergersen, Aslak W. [1 ,2 ,3 ]
Shimogonya, Yuji [4 ]
Goubergrits, Leonid [5 ]
Bruening, Jan [5 ]
Pallares, Jordi [6 ]
Cito, Salvatore [6 ]
Piskin, Senol [7 ]
Pekkan, Kerem [8 ]
Geers, Arjan J. [9 ]
Larrabide, Ignacio [10 ]
Rapaka, Saikiran [11 ]
Mihalef, Viorel [11 ]
Fu, Wenyu [12 ]
Qiao, Aike [13 ]
Jain, Kartik [1 ,2 ,14 ,15 ]
Roller, Sabine [14 ]
Mardal, Kent-Andre [1 ,2 ,3 ]
Kamakoti, Ramji [16 ]
Spirka, Thomas [17 ]
Ashton, Neil [18 ]
Revell, Alistair [19 ]
Aristokleous, Nicolas [20 ]
Houston, J. Graeme [21 ]
Tsuji, Masanori [22 ]
Ishida, Fujimaro [22 ]
Menon, Prahlad G. [23 ]
Browne, Leonard D. [20 ]
Broderick, Stephen [20 ]
Shojima, Masaaki [24 ]
Koizumi, Satoshi [24 ]
Barbour, Michael [25 ]
Aliseda, Alberto [25 ]
Morales, Hernan G. [26 ]
Lefevre, Thierry [26 ]
Hodis, Simona [27 ]
Al-Smadi, Yahia M. [28 ]
Tran, Justin S. [29 ]
Marsden, Alison L. [29 ]
Vaippummadhom, Sreeja [30 ]
Einstein, G. Albert [30 ]
Brown, Alistair G. [31 ]
Debus, Kristian [31 ]
Niizuma, Kuniyasu [32 ]
Rashad, Sherif [32 ]
Sugiyama, Shin-ichiro [33 ]
Khan, M. Owais [34 ]
Updegrove, Adam R. [35 ]
Shadden, Shawn C. [35 ]
Cornelissen, Bart M. W. [36 ]
机构
[1] Simula Res Lab, Lysaker, Norway
[2] Ctr Cardiol Innovat, Lysaker, Norway
[3] Univ Oslo, Oslo, Norway
[4] Nihon Univ, Tokyo, Japan
[5] Charite Univ Med Berlin, Berlin, Germany
[6] Univ Rovira & Virgili, Tarragona, Spain
[7] Univ Texas San Antonio, San Antonio, TX USA
[8] Koc Univ, Istanbul, Turkey
[9] Univ Pompeu Fabra, Barcelona, Spain
[10] Univ Nacl Ctr Prov Buenos Aires, Buenos Aires, DF, Argentina
[11] Siemens Med Solut USA Inc, Malvern, PA USA
[12] Beijing Union Univ, Beijing, Peoples R China
[13] Beijing Univ Technol, Beijing, Peoples R China
[14] Univ Siegen, Siegen, Germany
[15] Univ Zurich, Zurich, Switzerland
[16] Dassault Syst, Paris, France
[17] Simpleware Software Solut, Exeter, Devon, England
[18] Univ Oxford, Oxford, England
[19] Univ Manchester, Manchester, Lancs, England
[20] Univ Limerick, Limerick, Ireland
[21] Univ Dundee, Dundee, Scotland
[22] Mie Chuo Med Ctr, Tsu, Mie, Japan
[23] Univ Pittsburgh, Pittsburgh, PA USA
[24] Univ Tokyo, Tokyo, Japan
[25] Univ Washington, Seattle, WA 98195 USA
[26] Medisys Philips Res Paris, Paris, France
[27] Texas A&M Univ, Kingsville, TX USA
[28] Jordan Univ Sci & Technol, Irbid, Jordan
[29] Stanford Univ, Stanford, CA 94305 USA
[30] EinNel Technl, Madras, Tamil Nadu, India
[31] Siemens PLM Software, Plano, TX USA
[32] Tohoku Univ, Sendai, Miyagi, Japan
[33] Kohnan Hosp, Sendai, Miyagi, Japan
[34] Univ Toronto, Toronto, ON, Canada
[35] Univ Calif Berkeley, Berkeley, CA 94720 USA
[36] Acad Med Ctr, Amsterdam, Netherlands
[37] Univ Magdeburg, Magdeburg, Germany
[38] Wakayama Rosai Hosp, Wakayama, Japan
关键词
Intracranial aneurysm; Patient-specific modelling; Wall shear stress; Rupture risk; Uncertainty quantification; COMPUTATIONAL FLUID-DYNAMICS; BOUNDARY-CONDITIONS; RUPTURE STATUS; FLOW; HEMODYNAMICS; IMPACT; SEGMENTATION; SIMULATIONS; STRATEGY; MODELS;
D O I
10.1007/s13239-018-00374-2
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose-Image-based computational fluid dynamics (CFD) is widely used to predict intracranial aneurysm wall shear stress (WSS), particularly with the goal of improving rupture risk assessment. Nevertheless, concern has been expressed over the variability of predicted WSS and inconsistent associations with rupture. Previous challenges, and studies from individual groups, have focused on individual aspects of the image-based CFD pipeline. The aim of this Challenge was to quantify the total variability of the whole pipeline. Methods-3D rotational angiography image volumes of five middle cerebral artery aneurysms were provided to participants, who were free to choose their segmentation methods, boundary conditions, and CFD solver and settings. Participants were asked to fill out a questionnaire about their solution strategies and experience with aneurysm CFD, and provide surface distributions of WSS magnitude, from which we objectively derived a variety of hemodynamic parameters. Results-A total of 28 datasets were submitted, from 26 teams with varying levels of self-assessed experience. Wide variability of segmentations, CFD model extents, and inflow rates resulted in interquartile ranges of sac average WSS up to 56%, which reduced to < 30% after normalizing by parent artery WSS. Sac-maximum WSS and low shear area were more variable, while rank-ordering of cases by low or high shear showed only modest consensus among teams. Experience was not a significant predictor of variability. Conclusions-Wide variability exists in the prediction of intracranial aneurysm WSS. While segmentation and CFD solver techniques may be difficult to standardize across groups, our findings suggest that some of the variability in image-based CFD could be reduced by establishing guidelines for model extents, inflow rates, and blood properties, and by encouraging the reporting of normalized hemodynamic parameters.
引用
收藏
页码:544 / 564
页数:21
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